Where do the commands in Scheduled Job come from?

In Administration Console, while scheduling a new Job, Infocenter only mentions that the Commands which needs to be scheduled appear in the drop down List.

These are actually picked from the struts configuration files, hence you need to ensure that the requisite Commands are present in Struts configuration file. Also, ACP should be run for this, to ensure jobs run properly.